Experiments

Searchable full-text extractions: founding hypothesis, core claims, experimental setups, key results and statistics — pulled out of each paper as structure. Search a cell line, an assay or an entity (e.g. HUH7) and find every paper that worked with it. This corpus stands on its own: most entries carry no reproduction assessment (yet).

• Parsimonious Gene Correlation Network Analysis (PGCNA): a tool to define modular gene co-expression for refined molecular stratification in cancer.

  PMID 30993001 · PMC6459838 · NPJ systems biology and applications · 2019 · 8 claims · 7 setups

  Has reproduction · 71

  Retaining only the top ~3 most correlated edges per gene (EPG3) combined with FastUnfold clustering (termed PGCNA) produces gene co-expression modules with significantly better separation and enrichment of known biology than using all edges or other clustering methods.

  breast colorectal brca representative gene comparative multi-omic

• Cancer-wide in silico analyses using differentially expressed genes demonstrate the functions and clinical relevance of JAG, DLL, and NOTCH.

  PMID 39074091 · PMC11285958 · PloS one · 2024 · 7 claims · 8 setups

  Full-text index only

  JAG, DLL, and NOTCH family gene/protein expression varies diversely across 15 cancer types relative to normal tissue, sometimes discordant between mRNA and protein levels.

  tumor degs cancer jag bulk proteomics gene

• Cancer-predicting transcriptomic and epigenetic signatures revealed for ulcerative colitis in patient-derived epithelial organoids.

  PMID 29983891 · PMC6033374 · Oncotarget · 2018 · 7 claims · 6 setups

  Has reproduction · 65

  UC patient-derived organoids histologically phenocopy primary UC tissue, showing disorganized stratified epithelium, reduced mucin/goblet cells, and non-uniform proliferation compared to non-IBD organoids

  patient-derived h3k27ac rna-seq chip-seq histology

• iBRIDGE: A Data Integration Method to Identify Inflamed Tumors from Single-cell RNA-Seq Data and Differentiate Cell Type-Specific Markers of Immune-Cell Infiltration.

  PMID 37023414 · PMC10236149 · Cancer immunology research · 2023 · 8 claims · 8 setups

  Has reproduction · 94

  Malignant cells cluster by patient in scRNA-seq data while immune and stromal cells cluster by cell type, making malignant cells uniquely suited to carry patient-level inflamed/cold signal

  nsclc coad brca tcga scrna-seq bulk rna-seq

• Colorectal Cancer Prediction Based on Weighted Gene Co-Expression Network Analysis and Variational Auto-Encoder.

  PMID 32825264 · PMC7563725 · Biomolecules · 2020 · 6 claims · 7 setups

  Has reproduction · 80

  Combining WGCNA hub genes and VAE 10-dimensional representation as features for an SVM classifier achieves high accuracy in predicting CRC

  colorectal same combined meturquoise microarray differential batch

• Wx: a neural network-based feature selection algorithm for transcriptomic data.

  PMID 31324856 · PMC6642261 · Scientific reports · 2019 · 8 claims · 8 setups

  Has reproduction · 50

  The Wx algorithm ranks genes using a DI score reflecting each gene's classification power for distinguishing two groups.

  tcga gse72056 gse40419 gse103322 bulk single-cell rna-seq

• Analysis of Tumor-Infiltrating T-Cell Transcriptomes Reveal a Unique Genetic Signature across Different Types of Cancer.

  PMID 36232369 · PMC9569723 · International journal of molecular sciences · 2022 · 8 claims · 8 setups

  Has reproduction · 87

  Common genes shared across five cancer types differ from those found in nonmalignant tissue-resident T-cells for each subset (CD4-T, CD8-T, Treg)

  breast lung colorectal melanoma single-cell gene reactome

• Genome wide identification of recessive cancer genes by combinatorial mutation analysis.

  PMID 18846217 · PMC2557123 · PloS one · 2008 · 7 claims · 4 setups

  Full-text index only

  A combinatorial mutation analysis identified 154 candidate recessive cancer genes (pRecessiveCancer<1.5x10-7, FDR=0.39)

  refseq tp53 tumor 154-gene est paired array

• Refining breast cancer biomarker discovery and drug targeting through an advanced data-driven approach.

  PMID 38253993 · PMC10810249 · BMC bioinformatics · 2024 · 8 claims · 8 setups

  Has reproduction · 59

  The BGWO_SA_Ens algorithm (hybrid BGWO + simulated annealing with an ensemble classifier objective function) selects predictive breast cancer biomarker genes with high classification performance

  merged gse45827 superior differential feature comparative

• Comprehensive analysis of metastatic gastric cancer tumour cells using single-cell RNA-seq.

  PMID 33441952 · PMC7806779 · Scientific reports · 2021 · 8 claims · 6 setups

  Has reproduction · 47

  Carcinoma cell profiles are distinct for each patient, while diverse microenvironmental (nonmalignant) subsets are shared across different patients.

  tumour single differentially seurat-identified single-cell differential gene

• Mining expressed sequence tags identifies cancer markers of clinical interest.

  PMID 17078886 · PMC1635568 · BMC bioinformatics · 2006 · 8 claims · 6 setups

  Full-text index only

  An EST-mining approach (Fisher Exact Test on tumor vs. non-tumor library hit counts) identifies differentially expressed transcripts with an estimated false discovery rate below 22% when human and mouse screens are combined.

  dbest cancer gene est human-mouse leave-one-out

• CanPredict: a computational tool for predicting cancer-associated missense mutations.

  PMID 17537827 · PMC1933186 · Nucleic acids research · 2007 · 8 claims · 7 setups

  Full-text index only

  CanPredict is a web application providing public access to a random forest classifier that combines SIFT, LogR.E-value, and GOSS scores to predict whether a missense mutation is cancer-associated

  missense observed sjoblom refseq cross-validation recurrence comparative

• Human synthetic lethal inference as potential anti-cancer target gene detection.

  PMID 20015360 · PMC2804737 · BMC systems biology · 2009 · 7 claims · 8 setups

  Full-text index only

  Targeting the synthetic lethal partner of a gene mutated in cancer selectively damages tumor cells while sparing healthy cells, offering a rationale for anti-cancer drug design

  saccharomyces sapiens ihsln genes database phylogenetic gene

• Advances in genomic and pharmacokinetic profiling for clinical stratification of metastatic breast cancer.

  PMID 41369820 · PMC12799884 · Discover oncology · 2025 · 8 claims · 8 setups

  Has reproduction · 59

  Key genes AR, AKT1, UBC, CDH1, SMAD3, ROR1, and ROR2 are associated with chemotherapy resistance and poor prognosis in metastatic breast cancer

  breast tcga-brca geo gse40622 gene pan-cancer differential

• Gene Dosage Analysis on the Single-Cell Transcriptomes Linking Cotranslational Protein Targeting to Metastatic Triple-Negative Breast Cancer.

  PMID 34577617 · PMC8472593 · Pharmaceuticals (Basel, Switzerland) · 2021 · 8 claims · 7 setups

  Has reproduction · 53

  A computational framework mapping single-cell Z-score expression to matched patient-level CNV data can identify recurrent, cross-cell-type copy-number-driven expression (dosage) events.

  tnbc independent cng-up breast single-cell gene network

• Comprehensive annotation of bidirectional promoters identifies co-regulation among breast and ovarian cancer genes.

  PMID 17447839 · PMC1853124 · PLoS computational biology · 2007 · 8 claims · 8 setups

  Full-text index only

  A new algorithm using spliced ESTs (cross-validated against Known Genes and GenBank mRNA) comprehensively maps bidirectional promoters in the human genome

  genome transcripts tissues proteins comparative taf250 cpg

• Human methylome variation across Infinium 450K data on the Gene Expression Omnibus.

  PMID 33937763 · PMC8061458 · NAR genomics and bioinformatics · 2021 · 8 claims · 8 setups

  Has reproduction · 88

  Among annotated HM450K GEO samples, about two-thirds were from blood, one-quarter from brain, and about one-third were from cancer patients.

  hm450k geo seven dnam beadarray regular-expression-based

• The genomic analysis of lactic acidosis and acidosis response in human cancers.

  PMID 19057672 · PMC2585811 · PLoS genetics · 2008 · 8 claims · 8 setups

  Full-text index only

  Lactic acidosis and hypoxia induce largely distinct gene expression programs in HMECs, with lactic acidosis producing a much larger and more dramatic response

  mammary hmec gene breast gene real-time bayesian

• Identifying alternative hyper-splicing signatures in MG-thymoma by exon arrays.

  PMID 18545673 · PMC2409220 · PloS one · 2008 · 8 claims · 6 setups

  Full-text index only

  An integrative ad-hoc functional GO analysis combining threshold-based (Fisher exact/hypergeometric) and threshold-free (Kolmogorov-Smirnov) statistics, plus term-to-parent comparisons, detects disease-relevant splicing events from exon array data.

  mg-thymoma colon exon fluorescent reverse

• MetaPepticon: automated prediction of anticancer peptides from microbial genomes and metagenomes.

  PMID 41918857 · PMC13034871 · PeerJ · 2026 · 7 claims · 6 setups

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  MetaPepticon is a modular, end-to-end Snakemake pipeline that predicts ACP candidates directly from raw genomic, metagenomic, transcriptomic, metatranscriptomic reads, assembled contigs, or peptide sequences.

  validated gut representative predicted acp shotgun genome